The music throbbed, a relentless beat that echoed the ache in Maya’s bones. Every forced smile felt like a physical exertion, each attempt at a cheerful greeting a monumental task. The floral arrangements, vibrant and overflowing, were a reminder of all the beauty she couldn’t appreciate.

She spotted Liam near the bar, looking taller and more put together than she remembered. He was laughing at something someone said, his face animated, something she hadn’t seen in a long time. She felt a wave of nausea, followed by a dizzying sense of detachment.

Her hands were clammy, and she felt a strong impulse to vanish. She feigned interest in the color of the tablecloth, wanting to be anywhere but where she was. She excused herself to the bathroom, needing a moment of silence away from the constant noise.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307